{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第三章编程题1 　\n",
    "\n",
    "1. 已知实验中学举行了高二期中模拟考试，考试后分别计算了全体男生、女生各科的平均成绩，结果如表2-10所示。\n",
    "\n",
    "表 2-10 高二男生、女生各科的平均成绩\n",
    "\n",
    "| 学科 | 平均成绩（男） | 平均成绩（女） |\n",
    "| --- | --- | --- |\n",
    "| 语文 | 85.5 | 94 |\n",
    "| 数学 | 91 | 82 |\n",
    "| 英语 | 72 | 89.5 |\n",
    "| 物理 | 59 | 62 |\n",
    "| 化学 | 66 | 49 |\n",
    "| 生物 | 55 | 53 |\n",
    "\n",
    "按照以下要求绘制图表：\n",
    "\n",
    "1. 绘制柱形图。柱形图的x轴为学科，y轴为平均成绩。\n",
    "2. 绘制堆积柱形图。堆积柱形图的x轴为学科，y轴为平均成绩。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 添加无指向型注释文本\n",
    "def autolabel(rects):\n",
    "    \"\"\"在每个矩形条的上方附加一个文本标签，以显示其高度\"\"\"\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()     \n",
    "        plt.text(rect.get_x() + rect.get_width() / 2, height + .5, \n",
    "                 s='{}'.format(height),\n",
    "                 ha='center', va='bottom')\n",
    "labels = np.array(['语文', '数学', '英语', '物理', '化学', '生物'])\n",
    "x = np.arange(0, labels.size)\n",
    "y_men = np.array([85.5, 91, 72, 59, 66, 55])\n",
    "y_women = np.array([94, 82, 89.5, 62, 49, 53])\n",
    "bar_width = 0.35\n",
    "# 绘制柱形图\n",
    "bars_men = plt.bar(x - bar_width /2, y_men, width=bar_width, label='男生')\n",
    "bars_women = plt.bar(x + bar_width /2, y_women, width=bar_width, label='女生')\n",
    "plt.xticks(x, labels)\n",
    "plt.title('高二男生、女生的平均成绩') # 添加标签\n",
    "plt.ylabel('平均成绩（分）') # 添加y轴标签\n",
    "autolabel(bars_men)\n",
    "autolabel(bars_women)\n",
    "plt.legend(['男生', '女生'],loc = 'upper right')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第三章编程题2\n",
    "\n",
    "2. 拼多多作为互联网电商的一匹黑马，短短几年内用户规模已经超过3亿。2019年9月拼多多平台对所有子类目的销售额进行了统计，结果如表2-11所示。\n",
    "\n",
    "表 2-11 拼多多平台子类目的销售额  单位：亿元\n",
    "\n",
    "| 子类目 | 销售额 |\n",
    "| --- | --- |\n",
    "| 童装 | 29665 |\n",
    "| 奶粉辅食 | 3135.4 |\n",
    "| 孕妈专区 | 4292.4 |\n",
    "| 洗护喂养 | 5240.9 |\n",
    "| 宝宝尿裤 | 5543.4 |\n",
    "| 春夏新品 | 5633.8 |\n",
    "| 童车童床 | 6414.5 |\n",
    "| 玩具文娱 | 9308.1 |\n",
    "| 童鞋 | 10353 |\n",
    "\n",
    "根据表2-11的数据绘制一个反映拼多多平台子类目销售额占比情况的饼图。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 饼图标签\n",
    "kinds = ['童装', '奶粉辅食', '孕妈专区', '洗护喂养', '宝宝尿裤', \n",
    "         '春夏新品', '童车童床', '玩具文娱', '童鞋']\n",
    "# 饼图的数据\n",
    "sales = np.array([29665, 3135.4, 4292.4, 5240.9, 5543.4, \n",
    "5633.8, 6414.5, 9308.1, 10353])\n",
    "sales_total = np.sum(sales)\n",
    "sales_scale = [i/sales_total for i in sales]\n",
    "# 表格数据\n",
    "cell_text = [29665, 3135.4, 4292.4, 5240.9, 5543.4, \n",
    "5633.8, 6414.5, 9308.1, 10353]\n",
    "# 绘制饼图\n",
    "plt.pie(sales_scale, autopct='%3.1f%%')\n",
    "plt.title('拼多多平台子类目的销售额')\n",
    "plt.legend(kinds, loc='upper right', bbox_to_anchor=[1.7, 1.0], ncol=2)\n",
    "# 添加表格 \n",
    "plt.table(cellText=[cell_text], \n",
    "            cellLoc='center', \n",
    "            rowLabels=['销售额(亿)'], \n",
    "            colLabels=kinds, \n",
    "            loc='lower center')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
